{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "高中体测数据可视化（体测分数_男生，体测分数-女生）\n",
    "\n",
    "1、对男1000米跑、男引体进行等宽分箱操作，分成3份，并使用饼图绘制百分比\n",
    "\n",
    "2、对女800米跑、女跳远进行直方图绘制统计各分数段人数，分成4份\n",
    "\n",
    "3、使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖(男女生体重指数参考如下)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd \n",
    "import numpy as np\n",
    "import matplotlib\n",
    "\n",
    "matplotlib.rcParams['font.sans-serif']='Microsoft YaHei'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 236,
   "metadata": {},
   "outputs": [],
   "source": [
    "m_df = pd.read_excel('./体测分数_男生.xls')\n",
    "f_df = pd.read_excel('./体测分数_女生.xls')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 男1000米跑"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 252,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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pWu13MSIDQWEmSS9UXDIB+CrwGSCjl+ayXwy4G/hm2ZKirX4XI3I4FGaStELFJWOB/8C7mWamz+Uks0bgduC2siVFVT7XInJIFGaSdELFJfl4PbGbSK7rwhJdJfBt4PayJUWNfhcj0h8KM0kqoeKSy4EfAxN8LmU42wJ8E7hbF2FLslCYSVIIFZeEgF8AH/K5lJFkGXBt2ZKizX4XItIbhZkktFBxiQFfAG7DW31ehlY18MWyJUVDcgdxkUOlMJOEFe+N3Qmc5W8lAjwMfKZsSdEevwsR6Y5uzikJKVRcciPebU/O8rkU8VwMrA4Vl1zkdyEi3VHPTBJKqLgkHfgtcJXftUiP7gJuKVtSVO13ISJtFGaSMELFJRPxVqY40e9apFfvAR8pW1JU6nchIqBhRkkQoeKSE4DXUJAlixnAS6Hikgv9LkQEFGaSAELFJVcBzwOT/K5F+iUXeDhUXPLvfhciomFG8U38Ts/fAf7V71rksP0e+GzZkqJWvwuRkUlhJr4IFZfkAX9GF0EPJ48DHy9bUlTvdyEy8ijMZMiFikty8W4YebLftciAWwF8WNejyVBTmMmQChWX5ABLgVP9rkUGzTrgTN0AVIaSJoDIkAkVl2QBJSjIhrs5wFOh4pICvwuRkUNhJkMiVFySCfwNOMPvWmRIHAk8Hiou0S16ZEgozGTQxYPsMeD9ftciQ+okvKn76X4XIsOfwkwGVfwX2cPA2T6XIv44B/hTqLgk6HchMrwpzGTQxK8j+wtwnt+1iK8+CvwufjsfkUGhMJPB9N+AljsSgGvw7hAuMig0NV8GRai45GLgr0BS/DW+/Y7P46ItAKRPXUjhBV8EwLkYO35/M1nzT2fUKZ9ob9+4eRX7lt7e/jxaHyH/lMvJO+4iKp79LU1bV+OiLYw681qy555K04717Hv8x7hoM2M+dAsZUxcRrati72PfZdxl/4MFRswo3BfLlhT9xO8iZPhJ8bsAGX5CxSXzgLtJkiADcNEWJn/2twdsr33rSWKNNQdsz5i+uL29i0XZcdct5Cw6m1hDLRnTj2LMeZ+npaKcHXd/maxZJ1L96gOM/dg3AKh87g4ypi6ictldjDrz2pEUZADfCxWXvFK2pGiF34XI8KJhRhlQ8dU9HsJbhDZ5dBO7rTX7qFv9HNlHnnvQl9atfo7M0PsIZo8imFNA9lzvMrrU0ZOxQBDX2gTOQbQF19pMIC2Txq2rsdR00ifOGYxPk8hSgft0DZoMNIWZDJj4Cf67gXl+19IfseZGonVVlP/qBnb+6as07ViHc459S3/KqLOuxwIH/zGpfu0Rco898NRg7aqnSR0bIpCeTd7Jl7H3se9TsfR28k68lMhLf6TgjBF7/9EQcKffRcjwonNmMmBCxSVfB/7X7zoOR92aF6l87g5yFp+HBYLkn3I5VS/eC4Fgp3NmbRq3lFK94q+Mu/Q/O22PvHI/dWteZNzHw6TkjO6879UHCOaMIdZQTeOWUlJyCyk45zOYjbi/Lb9ctqToR34XIcPDiPvpkcERKi75IN7sxaSWPe80XGszkVfup/bt5yj/7eeoeb2Emtcepeof9xzQvu7d58mae1qnbfue+iUtFeVMuPK7BwRZa/Uemra9S/rk+TTv3MC4S24lkJFD43tvDOrnSlDfCRWX6GasMiA0AUQOW/z8x50k6R9HsaY6XLSVYFY+DRtfI5CZy9Qv/LF9/8F6Zg0b/smo0/cPFzaVr6G1YhvjP/Gtbo9VuexOCs66DtdU751Hw5sxiYsN8KdKCm3nz95XtqSo0u9iJLkpzGQg/AiY6HcRhyraUMPu+24FIJhdwNiP/EePbatXPkYwM4/sBWfSWrMXAkGCWfnt+5t3b6Jp5wbKf31j+7bR536OzJnH0rDxNVILJpE6Zgptw/vlv76RtPEzyTjtikH6dAlvOt6NPT/qdyGS3HTOTA5LqLjkfOAJv+uQpPeRsiVFj/pdhCQvhZkcsvg0/LeBqX7XIknvPWBB2ZKiRr8LkeSUlOc4JGGEUZDJwJgBFPtdhCQv9czkkISKSxYBb6DzrjJwGvF6Z+/5XYgkH/XMpN/iF0f/EgWZDKwMtBixHCKFmRyKK4HTem0l0n8XhYpLPuR3EZJ8NMwo/RIqLkkB1gIz/a5Fhq0NwKKyJUVNfhciyUM9M+mvT6Egk8E1C/iS30VIclHPTPosfufod4ERt9S7DLkKYHrZkqJavwuR5KCemfTH5SjIZGiMBj7rdxGSPNQzkz6Jz2BcDSzwuxYZMXYAM3TuTPpCPTPpq4+hIJOhNRG43u8iJDmoZya9ivfK3gCO8rsWGXE2AHPKlhTpF5UclHpm0hcXoSATf8wCPux3EZL4FGbSF1/wuwAZ0b7odwGS+DTMKAcVKi6ZAmxGf/iIvxaXLSkq9bsISVz6BSW9uQJ9n4j/PuN3AZLY9EtKenOV3wWIAB+LX7Qv0i19c0iPQsUl7wMW+l2HCN40fS1uLT1SmMnBqFcmieQyvwuQxKUJINKtUHFJENgGTPC7FpG4ncDksiVFMb8LkcSjnpn05BwUZJJYJqChRumBwkx6cqXfBYh0Q0ON0i0NM8oB4stX7QYK/a5FpAsNNUq31DOT7ixAQSaJaQJwut9FSOJRmEl3zvS7AJGD+KDfBUjiUZhJdxRmkshO9LsASTwKM+mOwkwS2fFaDUS60jeEdBIqLpkLjPe7DpGDyEUr00gXCjPpSr0ySQYn+V2AJBaFmXSlMJNkoDCTThRm0pXCTJKBwkw60UXT0i5UXFII7PG7DpE+cEBB2ZKiiN+FSGJQz0w6mut3ASJ9ZMDxfhchiUNhJh0pzCSZHOl3AZI4FGbSkcJMkskUvwuQxKEwk47m+F2ASD9M9rsASRwKM+ko5HcBIv2gnpm0U5hJR1P9LkCkH9Qzk3aami8AhIpLsoA6v+sQ6YdmIKNsSZF+iYl6ZtJumt8FiPRTGjDW7yIkMSjMpI1+KUgy0nkzARRmsl+63wWIHAKFmQAKM9lPYSbJSLcrEkBhJvul+V2AyCHQ960ACjPZTz0zSUapfhcgiUFhJm0UZpKMFGYCKMxkPw3XSDJK8bsASQz6RpA26pkNoEya6i8KvrT6quAzTdMDW6c8mZ297YHc3JY16SnTW80V+F3fsOFSo1DkdxWSABRm0kY9s8M0nordV6U8vfaS4IsZE9m3yIwT2vZdWlc949K6amIQW5mRvub+3Jw9L2Zmjq4N2ELMNEJyqKxFXzsBFGayX9DvApLRItu04fqUpeXnBlYW5tCwwIxxB2sfgMDxjU0Ljm9sAqAqEKh8NCf73Ydzs92G1NQ5zkwXr/dP1O8CJDEozKRNpd8FJIMg0dazA6+XXhd8sua4wNpQqkVnAbMO9f1GxWIFV1fXnHJ1dQ0O3Bvpae/en5e7+4XMjILqQGAhZkPyR0bZD8tIHZXK5OsPXLt3z+N7qFxWyZzvencIqltTR/md5bioo+CMAsZdNI7mPc1s/cVWWmtbmfDxCeSfkE+sOUbZD8qY/sXpBDMH7WM0DNYbS3JRmEmbPX4XkKhyqK++LPj8258MPueOsPIFAeN9g3EcAzumqXn+MXv2zQeIBCzyt5zsdx/JyWlZm5Y6O2Y2YTCOW1NaQ+OWRlJHHTgxsDXSStWLVe3PXcxR/vtypt08jbRxaWz45gZyj8ol8kqE8R8fT+aMTDb/aDP5J+Sz5297GHPOmMEMMoCKwXxzSR4KM2mjMOtgqu0uvy64dOOFwVdyCokcacbJQ11DfszlX1Fde9IV1bUArEpPW/eX3Jztf8/KHBXxem2HPS091hRj90O7KfxQIU3lTQfs337vdsZ+eCy7H94NQOPmRlLyU8iYmgFA3vF51JbW4nC4Vu8RSAvQtLOJpvImxl8y6At0aERBAIWZ7DfCw8y5E2zNmutSlu4+M/DWxCxrnkOC3S9rcVPznMVNFXMAasyqn8jJXvnX3OyWd9PSZsXMJh7Ke+64dweF5xcSa4odsK/q5SpSclLImp3Vvq2looXUMfszNLUgleadzYw5bwzbfr2NWEuMSVdNYud9O5n4qUMqqb/UMxNAYSb7jbgwS6Ol6YLAq6VXpzxVf5Rtmh202Hxgvt919UWuc3mX1dSedFmN12t7Jy11w/25ueXPZWfmVXq9tl5np1a+6HVq8k/Ip/KFzh2cxvJG9j23jxn/PoPWSGv7dtfqwPa3MzMIQNrYNGbeOhOAyIoImTMyqd9Yz44/7iCYFWTS1ZMIpA/KxEOFmQC6Oad0ECouaWaYr6hQQHXFFcFn3/148PngNNu9yIwcv2saaHVmtU9mZ73zYG5O09vpaTOiZt2uLL8hvIFYfQwCEGuIEWuOkXdcHlNumMKOe3dQ/Xo1lmq4qKO1opW0CWlMunoSux/ezYz/mAHArgd3EcwJUvjBQgCiDVG23L6FaTdPY8vPthD61xBVL1ThWh2jPzB6MD7u2NJrSvcOxhtLclHPTDraCwzJ2NBQmm3byq4LLt18QfDVUfnULTLjVL9rGkzZzuVcUlt3wiW13o3D16ambvpLXs7WZ7OycvYGA4swSweYFd4/CbPyhUrq19e3z2aceMVEJl7hfSs072mm7HtlzP7WbGKtMZp2NNG0o4nU0alUr6xm+pent7/P7od3M/bCsRCL9+LwJo0M0h/NzfShZ2ZmWcATwEXOuUg3+5cAV+Kdf7vWObeyy/7LgO/gXQZwm3Pu9/HttwBfwZtR+UXn3BPmXVqxGdgef/n3nHO/7vBe04C1wLnOuRfNbAXQlvLpQLVzbuFBPkshcCuw2zl3Wzf7bwC+Hn/63865u8zrpf8YOCN+jGLn3IPx93oY784D9cB1zrnXzewV4GhgvnOurKdaEo3CTDrawzAIMyMWOz1Quvr64BOVJwfemZZurTOAkN91+WVuS8vMW/dVzrx1XyUNZvVPZ2f988Hc7PpV6emhVrPpHdtWr6ymeXczhR8q7Pa9AikBJl8/mc0/3oxrdRQWFZJW6I1oNm5tJFofJWe+19nNOiKLdf++jrSxaUy7eVBuZL6l9JrSA0/2HegW4N4eguwDwGl43x/vB36H94u8bX8u8APgJLwwe9PMHgPygH8BFgJTgWfM+1qOAZ5zzn24h1q+DbTX4Zxrv7DezMJ4f1B2y8yOAf4CbAGe7Wb/KLwgW4y3VOFbZvYwkAE865z7vJnNAVaY2aN4AfZh51yVmX0O+BpwqXPuZDNb1lMdiUphJh3t9ruAQ5VFY93FwRdXXxF8tmW+bZkXMLfY75oSUaZzWRfV1h1/UbzXtjE1pez+3NwtT5+cm7XntFELMcvs+pq0sWnt15gB5C7OJXdx7gHvnTE1gyk37B/RnHDZBCZcNihXE7R5r4/trgKO72HfJcBdzrlW4GkzG2tmE5xzO+P7Pwg875wrBzCz54Cz8W4Ker9zrgZ4x8zKgGPxQqTb3qKZXQDUAmu62TcK+DhwzEE+x1pgHvt7Xl014AVlFt6ZzUqgwTlXBTwI4JxbZ2atQFY83OvNu5ZxKvDWQY6d8BRm0tFa4By/i+irCVTsuirlqXWXBF/ImEDlkWac6HdNyeaIltbQVysqQ1+tqKTJaHwmK2vlg7k5tW9mpE9rMZvhd3292NhbAzObBFQ65+p6aDIVeKTD83K80YmdHfZv7rB/W3z/VGB1N9sbgQ+a2UZgBd7w4674kN5/4YXjX7up40bgz865A6+PiGv7DGbW0/4mM7sDKMMLsy93fT8zuw5Y1dZLNbOfANcB7wDn93TsZKAwk47e8LuA3hxlG9dfl/LE9nMCr4/NpnG+me40PFDSHRlFdfXHFtXVA1CWkrLlgbycsiezszJ3BoMLMMv2ucSu1vahzRS8oAHAzJ4F2oZW5+KtSdpxqDJG5yWyetrf7Xbn3BPAePOuAfwu8EMzuxr4A/AV51xF1zAyb8OngTP78Hl6FB+GvAHvMweB58zsRedcaXz/V4HLgAvaXuOcu8XMvgTchDeEee7h1OAnhZl0lHBhFiTaem5gZem1KU/WHGvrZqRadDYw2++6RoJQa+u0f62omvavFVU0Q9OyrMzX/5KXW/N6evqU5oAd4Xd99C3MDGiffeKcO7vTTrMddL6ecBIdwg/YAZzV4fkU4FVgVJfXTQG2djhOi5n9Di/ETsA7D/ebeJBNA+41s5ucc48BJwLbOwxtHqpzgKXOuYr4Z1uKF06lZvZzIBs41TlX3/FFzrmYmf0S+NZhHt9XCjPpaDXQgs/T83Opi1weXPb2J4LPcYTtWGiDtHyU9F0apJ9X33DMefXeUohbU1K2PZCbvWlpdnbG9pTgfLyJEkOttA9tduAFVE9KgM+b2b3AB4B1bWEQ9xTwbTMbh3c+7BTgs3iTMO4xs+/jTR4ZjTc5ZCqwC+/n6ApghXPuFaD95GF8csWtzrkX45sujNdBhzZPAxc451r68BnbrAG+amYZeL/bzwa+YWYnAXOdc51OIZjZImBrfMjxo8DKrm+YTBRm0q5sSVFzqLjkXbzZUENquu3cdm3wyU0XBl/JHUP1IjNOGeoapO+mtrZO+VJlZMqXKiO0QMs/sjLf+EtuTvVrGemTmgKBoeg5by+9pnRbb42cc1vMbLyZZTjnGrtp8hDe8N4mYB/wKQAzuw14yjm3zMy+DrwSb/+V+LmrlWb2B+BtvPNkn3bOOTM7AW8afDNeOHyuD5/lBDr0iuLn+Vr7GmQdan3UzI5kf4/1HudcSXym4nFmtqHDy27C67U+ZmZRvMk0N/TleIlKF01LJ6HikruAawb/SM6dFHjn3euCS/ecESidlGnNGjocJranBHc8mJOz8fGcrJRtKSkLMMsbhMM8UnpN6cV9aWhm38Trgdw5CHUMODP7KDDFOXe7jzUsw7vmrsyvGvpLPTPp6g0GKczSaW4sCiwvvTrl6cYjbdPsoLkFg3Ec8dek1ujEm6siE2+uitAKrS9lZrx1f15u1YqM9AmNgcDcATrMin60/SFeD+SB+FT6hOace8jP45vZC3i3NUqqe8UpzKSrAZ0EMprIviu95aNSp9ieRWY9Xu8jw1AKpJzZ0HjUmQ3eCN+uYHDXX3Oz15fkZAe3pKTMd971VYeiz2HmnKvFuyBa+sA5d7rfNRwKDTNKJ6Hikjygik7LyfbPXNvy3vXBpVvOD/5zdB51C83Qre3lAFGILs/MeOf+3Jx9yzMzxtebzevxIqrOHDC69JrSqkEuUZKIwkwOECoueRM4qq/tA8SiZwbeevva4JOVJwfemZbmLR8l0i97g4E9D+XkrHssJ9vKUlPmObOeViZ+q/Sa0qOHsjZJfBpmlO48QS9hlk1D7SXBF1d/KvhMdK5t0/JRctgKo7GxN0aqx94YqSYGsX9mpL99X17unpczM8bWmc3HrK2H/5SvhUpCUphJdx4HirtunMi+nVenPLX+o8EXM8d7y0ed5ENtMgIEIHBiY9PCExu91ZgqAoF9j+Rmr3k0J5vKYPBJn8uTBKRhRjlAqLgkBW/17vyjbcPa61Oe2PmBwBvjsmmcZ3bo59JEBkAtUEg40uMahjIyKcykW09845wfnBtYeVmKxbq9saOITx4mHPmo30VI4tEsM+nWh4L/fE1BJgnoMb8LkMSkMJOe/A3QUI4kkhYUZtIDhZl0LxypAZ7xuwyRDh4nHNnjdxGSmBRmcjD/53cBIh3o+1F6pDCTg3kE0F/Ckgj24g19i3RLYSY9C0ea0V/Dkhj+RDjSn3t7yQijMJPe/NbvAkSAu/wuQBKbwkwOLhxZBzzvdxkyoq0iHHnd7yIksSnMpC9+43cBMqL92O8CJPEpzKQvHgR2+l2EjEjbgD/4XYQkPoWZ9M5bB+/7fpchI9IPNfFD+kJhJn31SzRNX4ZWBRrilj5SmEnfhCP1wA/9LkNGlJ8TjtT5XYQkB4WZ9MfPgH1+FyEjQj3wU7+LkOShMJO+C0dq0cwyGRo/JRzZ63cRkjwUZtJfP0W9MxlcO4Hb/C5CkovCTPonHKkGbvW7DBnWbo3ftUGkzxRmcih+A6z0uwgZlt4E7vS7CEk+CjPpv3AkBtwEOL9LkWHnS/HvL5F+UZjJoQlHlqPFX2VgPUQ4sszvIiQ5KczkcPwHUOV3ETIs1ABf8rsISV4KMzl03i3sv+Z3GTIsfJlwZLPfRUjyUpjJ4foVsNTvIobKBffW8+lHGwD4yfImpv2ohrk/q+WJ9QcuH1iyroU5t9cS+nENt73QdNDtVY2Os+6qY+ZPavjxcm+bc47z/1DH1uF/CulxwpE7/C5CkpvCTA5POOKA6xgB6zY+uaGVN3dGAdhYEePn/2zh7c/n8NDlmdzwaCMt0c7zYT5X0sg/rsti3c05PLSmhdW7oz1uv3dVC1cflcq6m3P4wyovGO98s4VzZ6YwNX9Y/5hWAJ/2uwhJfsP6p0SGSDiyE7jB7zIGU12z4z+XNfHvp6YB8NCaFi5bmEJuurFgbJDQqAArd0Q7vWZKXoCaJkdTK6QEjMIs63G7A5qj0BKFjBSjosFxb2kLt5yUNtQfdaj9C+HIDr+LkOSnMJOBEY48hjfkOCzdsrSRL5+cxqgML5C2RhzTO/SYpuQZO2o698y+fnoaC39Rx6Qf1nDGtCATcgI9br/iyFQeWtPCiXfU8W+npPG1Zxv5n/enkxKwofuQQ+9+wpE/+12EDA8KMxlIXwbW+F3EQPu/N5sx4LKFqe3bmqOOjjkTMAh2+GnaXhPjS082sfELOez8Si7Ly6M8sb6lx+0FmcaTV2az6v/lMCHHcA4aW+HiP9dz+QP17KwddufN1gKf8bsIGT5S/C5AhpFwpIFw/uXAS0CO3+UMlNtXNFPV6Jj3s1oiTY6GFkd1E0zM3Z9e26odU/P2P39xS5TjJwXaz3ddtiCVJzZEqWmm2+0fmu0FZTTm+OayJv70sSwuvb+epVdm8eKWKD9e3sySczKG8FMPqmrgYsKRiN+FyPChnpkMrHBkFXAlMGy6Eq99JocNX8hlzU05fPvsdC5dkMo/b8zmz6tbqG9xvLMnSkWD4+gJ+3+c5o4JsHxblMoGR0vU8fiGVuaOCfS4vc3P/9nMJxelMjrTqGr0hi2jMYgNn7VWHHAl4ciw68GLv9Qzk4EXjjxCOP+rwHf8LmWwHDspyJWLU1n4i1oyUow7LszAzPjZimbGZBqfPDKVW89I59jf1NIag/NnpfDZ41JJCVi32wF21sZ4ZlOURz+ZBcD170tj3s9qGZ8T4P5LM/38uAMpHD+/KjKgzLnh8yefJJhw/p3AtX6XIQnjIeBj8cs5RAaUhhllMH0WeMHvIiQhvAZcrSCTwaKemQyucH4h8DIw2+9SxDdvA2cSjuimrjJo1DOTwRWO7AU+AGzyuxTxxUbgXAWZDDaFmQy+cGQb8H6gzOdKZGhtA87RCh8yFBRmMjTCkS14gbbF71JkSOzBC7IyvwuRkUFhJkPH+8X2fry/2GX42oU3tLjW70Jk5FCYydAKRzbhBZruXTU8bQBOIRx5y+9CZGRRmMnQC0c2ACfhTdeW4eM1vCDTZB8Zcgoz8Yd325gzgUf9LkUGxJPAWfG7j4sMOYWZ+CccqQc+CvzU71LksNwDXEg4Uud3ITJy6aJpSQzh/C8AP0J/YCWTGPAN4Nta2UP8pjCTxBHO/yDwB6DQ71KkV/uATxGOPOV3ISKgMJNEE86fDPwZOM3vUqRHy4FPEI5oRqokDA3pSGIJR8rxpu5/i2F0T7RhwgHfBU5XkEmiUc9MElc4/3S8YcdpfpcibAFu1LCiJCr1zCRxhSMvAEcBv8XrFcjQi+HNNl2oIJNEpp6ZJIdw/snAr4DFfpcygrwD3EA4stzvQkR6o56ZJIdw5BXgWOArQK3P1Qx3zUAYeJ+CTJKFemaSfML5U4CfAJf4Xcow9ADwdcKRdX4XItIfCjNJXuH804D/xpv9KIfnWaCYcETrZUpSUphJ8gvnvx/4H+BUv0tJQq/jhdjTfhcicjgUZjJ8hPPPw+upneh3KUngVeAHwANaikqGA4WZDD/h/A8Anwc+AqT4XE0iacU7J/YTTeyQ4UZhJsNXOH8ScGP8Mdnnavy0D/gN8AvCEd3lW4YlhZkMf+H8FOAi4LPA2UDQ34KGRDOwFG+dy4cJRxp8rkdkUCnMZGQJ54/BG368BDgXSPO3oAHVCjyHF2APEY5U+VuOyNBRmMnIFc7PA4rwgu18IMffgg7JXmAZ8DRegOlOzzIiKcxEoG0o8mi8W8+0Pcb7WVIPIsDzwN/xemGlmo0oojAT6Vk4fzZeqB0NzAPm4q3gb0NUwWZgdYdHKbCacCQ6RMcXSRoKM5H+COdnArPxgm0uMAkY3eExJv5v3kHepQWoBHYBO+P/7urwfAPwNuFI9eB8CJHhR2EmMhi8Ycu2ySVtPbkWwpFmnyoSGdYUZiIikvR0CxgREUl6CjMREUl6CjMREUl6CjORIWJmWWb2vJnlx5+faGavmdmUbtpmm9l9ZlZmZq+a2cz49gVmtszM1pvZ381scnz7pWZWamZbzeyPZtbjyiZmNtfM/mlmm8zsZTMLddMm38z+bGblZrax4/uZWSB+rFvjz283sw0dHq1mNj7+/5bD/sKJ9IHCTGTo3ALc65yLmNl38e7BNr2HttcD5c65ELAE+G58+yzgKufcbOAfwH/Gt78ELAZCeNfCnXeQOnYDZzjnZsbf46Zu2tyOd23bFGAh3uUEbW7EuwQBAOfczc65Wc65WcANwEPOuV3x5+UHqUNkwOj2GCJD5yrg+Pj/b3POVZlZWQ9ttwCLzczwrlnbDOCce7RDm9fwQg/n3A4AMxsFZABreyrCOVcZb5sGTMS7y3Q7M5sAnAJc67zpzo0d9k0CrgZ+38Pb/xdwc0/HFhks6pmJDIF4CFQ65+oAnHNVvbzkCWAB3u1bfhh/dHy/VLye3kPx51lmthHYAfzVObe+l3oeAKqAUcB9XXYvBN4DHjSztWb2fYsD7gD+DW9R467veTwQdc6V9vLZRAacwkxkaEwB+nMvse8AzznnRgPX4d1UEwAzGwc8A7zhnLsbwDlX75w7Aq+ndbaZXXGwN3fOXYoXZGuBn3XZPQ4vSG8GjgFOBS4Evgm85Jx7uYe3/Tzwy358RpEBo2FGkaFhQH9WKPggcDF4Q4tm9jszG433M/sM8C3nXNceFc65fWb2J+Bk4N6DHcA512xmvwEe7rJrN7DSObcNwMyexlu661+ASjO7CigEnJmlO+e+ER+yPB8v0ESGnHpmIkNjB946jn21Bu/2NJjZqXgTMCLAfwPf6xpk8TZt58E+jHc+DTN7Oj4k2bHtsWaWHn96SVvbDpYDC8xsUrzdOcBrzrlxzrm5zrl5eL25nzjnvhF/zZl4AaibgIovFGYiQ8A5twUYb2YZPbUxs1wzKzGzIPAZ4IL4BJFfAZ9wzkXxVvD/Vodp8G/FX36VmW3Dm4G4Dvi/+Hm6Vudc1+nxRwEbzGwDcBLeOTDM7DYzOyt+Xu9mvHukvQ087pz7ey8f8QQODEWRIaO1GUWGiJl9E9jqnLtziI73UWCKc+72oTheDzWUxS8vEBlUCjORIWJmOcBjwEXOuRq/6xlM8eHOVUCBcy4Rb3Iqw4zCTEREkp7OmYmISNJTmImISNJTmImISNJTmImISNJTmImISNJTmImISNJTmImISNJTmImISNJTmImISNJTmImISNJTmImISNJTmImISNJTmImISNL7/2LIBIkRTonMAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 男1000米跑 等宽分箱 分成3份 并绘制饼图\n",
    "m_run_lev=pd.cut(m_df['男1000米跑'],bins=3)\n",
    "m_run_lev = m_run_lev.value_counts(normalize=True)\n",
    "\n",
    "_=plt.pie(x=m_run_lev, labels=m_run_lev.index,autopct='%0.2f%%')\n",
    "_=plt.title(label='                                男1000米跑                            ',\n",
    "         fontsize=18, weight='bold', color='white', backgroundcolor='#c5b783',pad=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 男引体"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 男引体 等宽分箱 分成3份 并绘制饼图\n",
    "m_up_lev=pd.cut(m_df['男引体'],bins=3)\n",
    "m_up_lev = m_up_lev.value_counts(normalize=True)\n",
    "\n",
    "_=plt.pie(x=m_up_lev, labels=m_up_lev.index,autopct='%0.2f%%')\n",
    "\n",
    "_=plt.title(label='                                男引体                            ',\n",
    "         fontsize=18, weight='bold', color='white', backgroundcolor='#c5b783', pad=10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 女800米跑\n",
    "女800米跑 直方图绘制统计各分数段人数，分成4份\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 250,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 去掉异常值\n",
    "cond = f_df['女800米跑']<=10\n",
    "\n",
    "_ = plt.hist(f_df['女800米跑'][cond], bins=4,density=False)\n",
    "_ = plt.title(label='                                女800米跑                            ',\n",
    "         fontsize=18, weight='bold', color='white', backgroundcolor='#c5b783',pad=30)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 女跳远\n",
    "女跳远进行直方图绘制统计各分数段人数，分成4份"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYoAAAEmCAYAAAB8oNeFAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/Il7ecAAAACXBIWXMAAAsTAAALEwEAmpwYAAAXrElEQVR4nO3daZBd9Znf8e+jlrpbrX1pbS2hRgsYBINsCRtjMMYZxhDbSYFTHoKdYKdsKh5PIFOpStkTv3JNCEkqVfELOzYVpnANNeUwZfMiVsU2DOClPIYRGBASaEX71lrRLnX3kxd9abdarX9f9XIbtb6fqlt1z3P+95yn/3XVP517zrkdmYkkSRczZqQbkCS9v40trfztz/5qLzC7Rr1Ikt4/9t1697fmQP9HFIaEJF2Zun//+9GTJKnIoJAkFRkUkqSi4slsaTSaveBDzF98G8cO72Dfztc5enDLoLd5693fAuDVX32XZR/+VzQ0TubNl/+Gdw9tO29c3dgGrlr6Cdp2vcHxd/cMer9SLRgUuuJMn30tDY2TaZi7jAN71vY7vr5hEivvfOSC+r4dv2fz2lWXtO9rl/8Lps68mmnNS3n9t/+bjvbTfPRP/pIY0//B/brVf8uRA4MPNelS+dGTrihjx41nyvRWAM6eOc6hto2X9PqzZ47T0X62e7lpYnNxfMP4qUT84Z/Ztg3Pk52dNDZNZfEN//SS9i2NFI8oNGqNqRvHmDHnv8Wb593AmDF1ABzav4GxYxuL2+jsbD9vefUL/5MFSz7OgiUfp3nejcxe8EHefPmpvvc/po5lN3+RMWPqeOetX3Bw31uceHcPu7f+jpZFt9I0cRbj6pt49df/i4j+f56zp4/1P0gaBgaFRq1F19/NrJabLrp+zoIPMWfBh4rbaNu9hm3rn+9z3dkzx2hsmkbrB/64z/Vzr7qZxqaptJ87zfGju7vr2zf9krNnT7B322oyO4CT/f8w0ggyKKRLsPLOf09dXT0ARw9to7OznYmT5/Q5dtqspQC889bPOXP6aHc9OzvYs/UlAK5a+gkam6ZVvf8t635O+zmDRbVlUGjU2rvjVY4ceKd7eV7rh5k4ZR4A2zf+ktMnD3evGzuukUXX3w3AmVPvsm3D85XnR87bZn3DxD8sZLJn68tMmdHKzLnLLtj/8aO7OX3yMG271wAwd+GHufq6P+lev2PTr5g6c1F3T9XYtuF52s9VPVwaEgaFRq3jR3Zx/MguAMY1TGTJDZ8B4OSx/ezc/Ovzxs6Yc3338wN713Jgz5vnrX/puf9OdnbQsuhWFiz5OLu3vsTWt58F4OC+t/sMir3bX2H/rteLPe7Y/BvG1TcxedpVzGr5Izo7O9iy7v8xedoCZrXcREf7Gd6p7Afg3FmPJlR7BoWuCC1X38KYuq63+66tv7tg/ez5y7uft+1647x14+oncPMn/4KDe9/i5PG289Y1jJ/KdSvu73OfS278LJOnX8XWt5+j/dwp9u96gyMHNnPt8s/RNGkWAIf3bwDoPqne0X6a/TtfA2BWy010dnZ0L0sjxaDQqNfYNI05V93cvdw0sZmx48bTfu4UAJOnL2TqzEUAHD249YIw6Mu81o8wfdY11I1tYFx9U3c9OzvPGzer5SamzlzMO+t+xsF9b3Oq/fQFV1IBjJ8wA4AzF7myafrsD5DZyeH9GwH/hoxqy/soNOpF1HG0x41qLVd/lBV3/DtaP/DHTJg0myU3frZ73faNL1a93camaYyrbzrvXMe5Hiead299iY6Oc9Q3TKR+/JSLbmfMmLFMa14CdH0s1pdpMxdz3Yc+z8Jr7qy6P2moeEShUe/UiQO89er/YcKk2SxYekflSKCeea23MK/1lu5x+3a+xrEjO6va5p5t/8jurS+x5IbPsG/n77nmpnvpaD9LZ8cfzjQf2r+Bg/vepuXqW7uvcrpABItv+Az1jZMAKkcMQOUvT9aNbWD8hBlMqFxZderEwUv98aVB84hCV4wTx/bx9qtPs+Z3P+Tc2VMXrB8zZiwN46dWta3MTs6cOsLaf3yKiVNaAM67V+I9jU3TCOg+Yuht6Y3/nOZ5NwBw9NB2Du57C4Azp9+t9FTHB2//GhOnzCUzOXpoa1X9SUPJoNAVo2H8VOYvvo1rlt/LuPrxF6xvnncDH7z9ayy54bP93tswYfIcWj9wF+Pqm5jV8kcAHG7bdOE+GyczbdZSps+6FugKjobGro+hJk5pYfvGFzl98ggn3t3Hxtef6X7d0YPvsH/XG91fF3LuzAm2b3ieM6eOXrAPabj50ZNGrfqGSUyaOp9J01qYOmNR95VG72k/d5rtm35J+9mTXLX0ThqbpjJmTB2z5t9E87wbadvzJts2PE/z3K7/8U+btZTps7t+4U+ZvpCJk+cwfsJMxo5rpP3cadp2n3+1VF1dffc9EiePtzFxyjyuW3F/98nvac2LuX7lv+TQ/vUc2rceIhhXP6H79ds2PM/2DS9ABBFjiBhDQ+OU827ek2rBoNCoNWXm1Sy98Z9dUD939hT7drzCnm0vd9+XcHDv28xduJL5i29n7LhGYswYpkxvpbPjHPWNXTfZ9fzeqM7ODjKTac2LAdi5+Tfd22o/e4qGxslct+JPu8e/e2gb9Y2TGVffRGbStusNZs5bxvgJMxg/YQbzWj9S1c+0bf3z7HrntwObEGmADAqNWm273mBWy01Mmb6Q9nOnOXrwHQ7sWcuhto1kZ8d5YzM72L31JfbvWsNV13yC2S3L2bx2FR3tZzjctoX6hkmcOLafk8fbOHX8AKdPHmZc/Xhu+MiDHDuyi9097s3YsflXLLrubuobJ9F+7jT7drzKiWP7OHFsP2dOvcv2jS/QtnsNOzb/mjkLPsSUGVfTMH4qdWPHEVFHFL4h8MDet4ZtvqSLicyLX5P925/9lRds67LW0DiF+sZJHDu6q/tKomrUN07mbOWEcsm4homcO3OCau9tqG+YxNkzA/kW2PfCw3+Sqp1b7/5WgEcUGuXOnD46oM/0qwkJgHNnjl/adgcUEmBAaCR51ZMkqcigkCQV9RcU+2rShSTp/ab793/xZLYkSX70JEkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKjIoJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFY0d6QZmzpyZra2tI92GJF1WXnnllQOZ2VyLfY14ULS2trJ69eqRbkOSLisRsa1W+/KjJ0lSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUtGI35ktvV+1fmPVSLdwWdn62KdHugUNE48oJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSUb9BERFjIuLZiNgQEesj4lOV+iMRsb1Su6fH+MciYmdErImIFcPZvCRp+FVzw10C/zoz90TE3cB/johNwNeBZcAC4LmIWAjcDtwGtAJ3Ak8Ay4ehb0lSjfR7RJFd9lQWFwKvA/cCT2fmscxcB2wFVgD3AU9mZntmPgs0R8Sc4WldklQLVZ2jiIj/GBEHgb8Avk3XUUTPP+y9E5jbR31Xpd57ew9FxOqIWN3W1jbQ3iVJNVBVUGTmf8vMGcBfAj8H6oHOHkM6gY5Cvff2Hs/MlZm5srm5eaC9S5Jq4JKuesrMnwATgT1AS49V84EdfdTn0XW0IUm6TFVz1dOi984zRMRHgdPAKuD+iGiKiOuB6cBrlfqDEVEXEXcBGzLz0LB1L0kadtVc9TQV+FlE1AH7gD/NzFci4ilgLV3B8ZXMzIh4BrgD2AIcBB4YnrYlSbXSb1Bk5qvANX3UHwUe7VXrBB6uPCRJo4B3ZkuSigwKSVKRQSFJKjIoJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUVjR7oBSaND6zdWjXQLl5Wtj316pFuomkcUkqQig0KSVGRQSJKK+g2KiKiPiO9FxJsRsTEiPlepH4mITZXHt3uMfywidkbEmohYMZzNS5KGXzUns6cDf5+ZfxYR1wAvR8QvgB2ZeWPPgRHxSeA2oBW4E3gCWD6kHUuSaqrfI4rM3JuZP6483wC00xUeh/sYfh/wZGa2Z+azQHNEzOk9KCIeiojVEbG6ra1tcD+BJGlYXdI5ioj4MvAGMAFYFhGbI+KnEbGkMmQBsK3HS3YBc3tvJzMfz8yVmbmyubl5gK1Lkmqh6qCIiG8CDwNfyMx1mTkDWAq8APywMqwe6Ozxsk6gY4h6lSSNgKqCIiK+C1wLfCwz97xXz8xO4AfAskppD9DS46XzgJ1D06okaSRUc9XTLcC1mfmlzDxZqc2OiImVIV8EXq48XwU8GBF1EXEXsCEzDw1H45Kk2qjmqqflwMqI2NSj9gTwbyOiHdgEfLVSfwa4A9gCHAQeGLpWJUkjod+gyMzvA9/vY9V/6WNsJ13nMR4efGuSpPcD78yWJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKjIoJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUX9BkVE1EfE9yLizYjYGBGfq9QfiYjtEbE+Iu7pMf6xiNgZEWsiYsVwNi9JGn5jqxgzHfj7zPyziLgGeDki3gS+DiwDFgDPRcRC4HbgNqAVuBN4Alg+DH1Lkmqk3yOKzNybmT+uPN8AtAP3A09n5rHMXAdsBVYA9wFPZmZ7Zj4LNEfEnGHrXpI07C7pHEVEfBl4g66jjG09Vu0E5tJ1dNGzvqtS772dhyJidUSsbmtru+SmJUm1U3VQRMQ3gYeBLwD1QGeP1Z1AR6F+nsx8PDNXZubK5ubmgfQtSaqRas5REBHfBSYAH8vMkxGxB2jpMWQ+sAPoXZ9H19GGJOkyVc1VT7cA12bmlzLzZKW8Crg/Ipoi4nq6Pop6rVJ/MCLqIuIuYENmHhqm3iVJNVDNEcVyYGVEbOpR+3PgKWAtcBr4SmZmRDwD3AFsAQ4CDwxtu5KkWus3KDLz+8D3+1j1M+DRXmM76TqP8fCQdCdJGnHemS1JKjIoJElFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVJRv0EREQ0R8bWIeKZX/UhEbKo8vt2j/lhE7IyINRGxYjialiTVztgqxqwHfg9Meq8QEY3Ajsy8sefAiPgkcBvQCtwJPAEsH6JeJUkjoJqPnpYD3+lVmw4c7mPsfcCTmdmemc8CzRExZ3AtSpJGUr9BkZlH+ihPBZZFxOaI+GlELKnUFwDbeozbBczt/eKIeCgiVkfE6ra2tkvvWpJUMwM6mZ2Z6zJzBrAUeAH4YWVVPdDZY2gn0NHH6x/PzJWZubK5uXkgLUiSamRQVz1lZifwA2BZpbQHaOkxZB6wczD7kCSNrAEFRUTMjoiJlcUvAi9Xnq8CHoyIuoi4C9iQmYeGoE9J0gip5qqnviwCfhQR7cAm4KuV+jPAHcAW4CDwwKA7lCSNqKqCIjNfBF7ssfwPwMI+xnUCD1cekqRRwDuzJUlFBoUkqcigkCQVGRSSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKuo3KCKiISK+FhHP9Ko/EhHbI2J9RNzTo/5YROyMiDURsWI4mpYk1c7YKsasB34PTHqvEBGLga8Dy4AFwHMRsRC4HbgNaAXuBJ4Alg9px5Kkmqrmo6flwHd61e4Fns7MY5m5DtgKrADuA57MzPbMfBZojog5vTcYEQ9FxOqIWN3W1jaoH0CSNLz6DYrMPNJHeQGwrcfyTmBuH/VdlXrvbT6emSszc2Vzc/MlNSxJqq2BnsyuBzp7LHcCHYW6JOkyNdCg2AO09FieD+zooz6PrqMNSdJlaqBBsQq4PyKaIuJ6YDrwWqX+YETURcRdwIbMPDQ0rUqSRkI1Vz1dIDNfiYingLXAaeArmZmVS2jvALYAB4EHhqxTSdKIqCooMvNF4MVetUeBR3vVOoGHKw9J0ijgndmSpCKDQpJUZFBIkooMCklSkUEhSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKjIoJElFBoUkqWhQQRERayNiU+Xx15XaIxGxPSLWR8Q9Q9OmJGmkjB3k6xsyc8l7CxGxGPg6sAxYADwXEQsz89wg9yNJGiGD/egpey3fCzydmccycx2wFVgxyH1IkkbQgIMiIiYAsyNiS0S8EBE303UUsa3HsJ3A3D5e+1BErI6I1W1tbQNtQZJUAwMOisw8kZmTM3MR8D3gJ0A90NljWCfQ0cdrH8/MlZm5srm5eaAtSJJqYEiuesrMvwPGA3uAlh6r5gM7hmIfkqSRMZiPnqZExMzK83uAg8Aq4P6IaIqI64HpwGtD0agkaWQM5qqn6XRd1QSwF/h8Zr4eEU8Ba4HTwFcys/cJb0nSZWTAQZGZ7wCL+6g/Cjw6mKYkSe8f3pktSSoyKCRJRQaFJKnIoJAkFRkUkqQig0KSVGRQSJKKDApJUpFBIUkqMigkSUUGhSSpyKCQJBUZFJKkIoNCklRkUEiSigwKSVKRQSFJKhrMn0Idca3fWDXSLVxWtj726ZFuQdJlyCMKSVKRQSFJKjIoJElFBoUkqcigkCQVGRSSpKIhD4qI+HxEvBMRmyLi3wz19iVJtTWk91FExCTgfwC3AB3AaxHxfzOzbSj3I0mqnaG+4e5TwC8zcxdARDwP/BPgR0O8Hw2ANyhKGoihDooFwLYeyzuBub0HRcRDwEOVxeMRsX6A+5sJHBjga0cr5+RCzknfnJcL1WxO4r8OehMLh6CNqgx1UNQDnT2WO+n6COo8mfk48PhgdxYRqzNz5WC3M5o4JxdyTvrmvFzIOenbUJ/M3gO09FieD+wY4n1IkmpoqIPiF8CnImJWRMwBbq3UJEmXqSH96Ckz90bEfwL+oVL6D5l5Yij30cugP74ahZyTCzknfXNeLuSc9CEyc6R7kCS9j3lntiSpyKCQJBUZFJKkoss2KPxOqS4RsbYyB5si4q8rtUciYntErI+Ie0a6x1qIiIaI+FpEPNOr3udcRMRjEbEzItZExIradzz8CnNypMd75ts96qN6TiKiPiK+FxFvRsTGiPhcpX7FvkeqlpmX3QOYRNf9GS3AHGAv0DzSfY3QXGzqtbwY2FCZo+uB3cC4ke6zBvOwFXgGeK6/uQA+CfyGrqv+7gJeG+n+azgnjcCaPsaO+jmp/K74XOX5NcAR4Nor+T1S7eNyPaLo/k6pzNwLvPedUlei3pet3Qs8nZnHMnMdXb8sroT/DS0HvtOrdrG5uA94MjPbM/NZoLly389os5wL52Q6cLiPsaN+TjJzb2b+uPJ8A9AO3M+V/R6pyuUaFFV9p9RoFxETgNkRsSUiXoiIm7lC5yYzj/RRvthc9K7vYhTO0UXmZCqwLCI2R8RPI2JJpX5FzMl7IuLLwBt0BecV+x6p1uUaFFV9p9Rol5knMnNyZi4Cvgf8BOemp4vNxRU7R5m5LjNnAEuBF4AfVlZdMXMSEd8EHga+gO+RqlyuQeF3SvWSmX8HjMe56elic9G7Po+u/0leMTKzE/gBsKxSuiLmJCK+S9d5iY9l5h58j1Tlcg0Kv1MKiIgpETGz8vwe4CCwCrg/Ipoi4nq6Dq1fG7kuR9TF5mIV8GBE1EXEXcCGzDw0gn3WTETMjoiJlcUvAi9Xno/6OYmIW4BrM/NLmXmyUvY9UoWh/prxmsjaf6fU+9V04LmIgK4rvz6fma9HxFPAWuA08JWsXOZxpcnMV/qai8rloncAW+gK1wdGsM1aWwT8KCLagU3AVyv1K2FOlgMrI2JTj9qfA75H+uF3PUmSii7Xj54kSTViUEiSigwKSVKRQSFJKjIoJElFBoUkqcigkCQVGRSSpKL/Dzn61nyE0XqzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "_ = plt.hist(f_df['女跳远'], bins=4,density=False)\n",
    "_ = plt.title(label='                                女跳远                            ',\n",
    "         fontsize=18, weight='bold', color='white', backgroundcolor='#c5b783',pad=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 男女生体重指数比例统计\n",
    "使用嵌套饼图对比男女生体重指数进行比例统计，分为正常、低体重、超重、肥胖(男女生体重指数参考如下)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 254,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 男生体重指数 级别\n",
    "def f_weight_lev(x):\n",
    "    if x >= 26.4 :\n",
    "        lev = '肥胖'\n",
    "    elif x>= 23.3:\n",
    "        lev = '超重'\n",
    "    elif x >= 16.5:\n",
    "        lev = '正常'\n",
    "    else :\n",
    "        lev = '超低重'\n",
    "    return lev\n",
    "\n",
    "# 女生体重指数 级别\n",
    "def m_weight_lev(x):\n",
    "    if x >= 25.3 :\n",
    "        lev = '肥胖'\n",
    "    elif x>= 22.8:\n",
    "        lev = '超重'\n",
    "    elif x >= 16.5:\n",
    "        lev = '正常'\n",
    "    else :\n",
    "        lev = '超低重'\n",
    "    return lev\n",
    "\n",
    "m_bmi_lev = m_df['BMI'].map(f_weight_lev).value_counts()\n",
    "f_bmi_lev = f_df['BMI'].map(m_weight_lev).value_counts()\n",
    "\n",
    "\n",
    "cs = ['#4682B4', '#DC143C', '#228B22', '#FF8C00']\n",
    "plt.figure(figsize=(9,9))\n",
    "\n",
    "_ = plt.pie(m_bmi_lev, radius=1, labels=m_bmi_lev.index, #autopct='%0.2f%%',\n",
    "        colors=cs,\n",
    "        wedgeprops={'linewidth':3, # 间隔的宽度\n",
    "                   'width':0.3, # 饼图的宽度\n",
    "                   'edgecolor':'white'}, #间隔的颜色\n",
    "        textprops={'family':'Microsoft YaHei', 'fontsize':18})\n",
    "\n",
    "_ = plt.pie(f_bmi_lev, radius=0.7, #labels=m_bmi_lev.index, \n",
    "       # autopct='%0.2f%%',\n",
    "       colors=cs,\n",
    "        wedgeprops={'linewidth':3, # 间隔的宽度\n",
    "                   'width':0.3, # 饼图的宽度\n",
    "                   'edgecolor':'white'}, #间隔的颜色\n",
    "        textprops={'family':'Microsoft YaHei', 'fontsize':18})\n",
    "\n",
    "_ = plt.title(label='                                男女生体重指数占比                            ',\n",
    "         fontsize=18, weight='bold', color='white', backgroundcolor='#c5b783',pad=30)\n",
    "\n",
    "_ = plt.legend(m_bmi_lev.index, prop='Microsoft YaHei')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
   "language": "python",
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